# Image Classification on ImageNet 100% labels 1.0 (val)

Source: [Image Classification on ImageNet 100% labels 1.0 (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0-val>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:06:37.164Z

Evaluation of Image Classification performance on the validation split of the ImageNet dataset using 100% of the labels, typically measured by Top-1 and Top-5 accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Classification |
| Dataset (including any stated split) | ImageNet 100% labels 1.0 (val) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0-val.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

- [Top-5 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-100-percent-labels-1-0-val.md?metric=Top-5%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| HEXA\_DCluster (8-crop) | 78.6 | Not recorded | 68fa690f1e209131cea1fdec |
| SWAV | 78.3 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_DCluster (8-crop) | 78.3 | Not recorded | 68fa690f1e209131cea1fdec |
| DeepCluster-v2 | 78 | Not recorded | 68fa690f1e209131cea1fdec |
| BYOL | 77.7 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_DCluster (8-crop) | 77.2 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_DCluster (8-crop) | 76.9 | Not recorded | 68fa690f1e209131cea1fdec |
| Supervised | 76.5 | Not recorded | 68fa690f1e209131cea1fdec |
| SimCLR | 76.5 | Not recorded | 68fa690f1e209131cea1fdec |
| SWAV | 76.3 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_MoCo | 75.7 | Not recorded | 68fa690f1e209131cea1fdec |
| SWAV | 75.5 | Not recorded | 68fa690f1e209131cea1fdec |
| MoCo-v2 | 75.5 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_MoCo | 74.8 | Not recorded | 68fa690f1e209131cea1fdec |
| MoCo-v2 | 74.6 | Not recorded | 68fa690f1e209131cea1fdec |
| HEXA\_DCluster | 73.9 | Not recorded | 68fa690f1e209131cea1fdec |
| DeepCluster-v2 | 71.9 | Not recorded | 68fa690f1e209131cea1fdec |

### HEXA\_DCluster (8-crop)

Top-1 Acc: 78.6. Result ID: 698d95ad8b517eb4332281de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"800","variant":"bold"}. This record does not assert independent reproduction.

### SWAV

Top-1 Acc: 78.3. Result ID: 698d95ad8b517eb4332281d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epoch":"800","B":"4096"}. This record does not assert independent reproduction.

### HEXA\_DCluster (8-crop)

Top-1 Acc: 78.3. Result ID: 698d95ad8b517eb4332281dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction.

### DeepCluster-v2

Top-1 Acc: 78. Result ID: 698d95ad8b517eb4332281dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction.

### BYOL

Top-1 Acc: 77.7. Result ID: 698d95ad8b517eb4332281d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684a1e209131cea1b1e9.md>)

[Implementation](<https://github.com/deepmind/deepmind-research/tree/byol>)

Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction.

### HEXA\_DCluster (8-crop)

Top-1 Acc: 77.2. Result ID: 698d95ad8b517eb4332281db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"200","variant":"bold"}. This record does not assert independent reproduction.

### HEXA\_DCluster (8-crop)

Top-1 Acc: 76.9. Result ID: 698d95ad8b517eb4332281da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction.

### Supervised

Top-1 Acc: 76.5. Result ID: 698d95ad8b517eb4332281ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SimCLR

Top-1 Acc: 76.5. Result ID: 698d95ad8b517eb4332281cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18de5.md>)

[Implementation](<https://github.com/google-research/simclr>)

Recorded evaluation configuration: {"Epoch":"1000"}. This record does not assert independent reproduction.

### SWAV

Top-1 Acc: 76.3. Result ID: 698d95ad8b517eb4332281d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epoch":"200","B":"4096"}. This record does not assert independent reproduction.

### HEXA\_MoCo

Top-1 Acc: 75.7. Result ID: 698d95ad8b517eb4332281d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction.

### SWAV

Top-1 Acc: 75.5. Result ID: 698d95ad8b517eb4332281d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epoch":"200","B":"256"}. This record does not assert independent reproduction.

### MoCo-v2

Top-1 Acc: 75.5. Result ID: 698d95ad8b517eb4332281d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e30.md>)

Recorded evaluation configuration: {"Epoch":"800"}. This record does not assert independent reproduction.

### HEXA\_MoCo

Top-1 Acc: 74.8. Result ID: 698d95ad8b517eb4332281d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction.

### MoCo-v2

Top-1 Acc: 74.6. Result ID: 698d95ad8b517eb4332281d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14e30.md>)

Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction.

### HEXA\_DCluster

Top-1 Acc: 73.9. Result ID: 698d95ad8b517eb4332281d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction.

### DeepCluster-v2

Top-1 Acc: 71.9. Result ID: 698d95ad8b517eb4332281d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa690f1e209131cea1fdec.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faec.md>)

[Implementation](<https://github.com/facebookresearch/swav>)

Recorded evaluation configuration: {"Epoch":"200"}. This record does not assert independent reproduction.

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